An ensemble model for predicting the remaining useful performance of lithium-ion batteries

• Published in: Microelectronics and reliability Vol. 53; no. 6; pp. 811 - 820
• Main Authors: Xing, Yinjiao, Ma, Eden W.M., Tsui, Kwok-Leung, Pecht, Michael
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.06.2013
• Subjects: Battery; Degradation; Filtering; Fuses; Lithium-ion batteries; Mathematical models; On-line systems; Regression

► The capacity degradation of lithium battery was characterized by an ensemble model. ► The remaining useful performance was presented as probability distribution. ► The robustness of the algorithm was verified by different datasets. ► More measured data, more accurate prediction results. We develop...